A method for determining groups in cumulative incidence curves in competing risk data

Author:

Sestelo Marta12ORCID,Meira‐Machado Luís3,Villanueva Nora M.2,Roca‐Pardiñas Javier12

Affiliation:

1. CITMAga, 15782 Santiago de Compostela Spain

2. Universidade de Vigo, Department of Statistics and O.R. & SiDOR Group Vigo Spain

3. University of Minho ‐ School of Sciences, Centre of Mathematics and Department of Mathematics, School of Sciences, Campus de Azurém Guimarães Portugal

Abstract

AbstractThe cumulative incidence function is the standard method for estimating the marginal probability of a given event in the presence of competing risks. One basic but important goal in the analysis of competing risk data is the comparison of these curves, for which limited literature exists. We proposed a new procedure that lets us not only test the equality of these curves but also group them if they are not equal. The proposed method allows determining the composition of the groups as well as an automatic selection of their number. Simulation studies show the good numerical behavior of the proposed methods for finite sample size. The applicability of the proposed method is illustrated using real data.

Funder

Fundação para a Ciência e a Tecnologia

Ministerio de Ciencia e Innovación

Publisher

Wiley

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